{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 1.折线图",
   "id": "e4f780fbe297f794"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-06T12:27:53.364669Z",
     "start_time": "2025-01-06T12:27:53.360679Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "import random\n"
   ],
   "outputs": [],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:49:21.293261Z",
     "start_time": "2025-01-06T12:49:21.182516Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(0,50,5)\n",
    "y=[random.randint(0,15) for i in x]\n",
    "plt.figure(figsize=(8,4),dpi=80) #设置画布大小 \n",
    "x_label=['{}.0'.format(i) for i in x]\n",
    "plt.xticks(x,x_label,rotation=45)#设置坐标轴标签\n",
    "y_label=[\"{}\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_label,rotation=0)#设置坐标轴标签\n",
    "plt.plot(x,y)\n",
    "plt.title('Random Number Distribution')#设置标题\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=14)#设置字体\n",
    "plt.xlabel('次数',fontproperties=my_font,rotation=45)#设置X轴标签\n",
    "plt.ylabel('随机数',fontproperties=my_font)#设置Y轴标签\n",
    "plt.show()"
   ],
   "id": "4c5a0ad48f38fe93",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x320 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 2.一图多线",
   "id": "360b08e4839b87ef"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:55:41.010114Z",
     "start_time": "2025-01-06T12:55:40.898417Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 2, 1, 3, 1]\n",
    "y3 = [1, 0, 0, 1, 2, 1, 3, 4, 2, 6, 1, 5, 4, 3, 3, 2, 1, 0, 1, 3]\n",
    "x=range(0,len(y1))\n",
    "plt.figure(figsize=(10,5),dpi=80) #设置画布大小 \n",
    "plt.plot(x,y1,color='black',label='y1')\n",
    "plt.plot(x,y2,color='blue',label='y2')\n",
    "plt.plot(x,y3,color='green',label='y3')\n",
    "plt.title('Random Number Distribution')#设置标题\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=14)#设置字体\n",
    "plt.xlabel('次数',fontproperties=my_font,rotation=45)#设置X轴标签\n",
    "plt.ylabel('随机数',fontproperties=my_font)#设置Y轴标签\n",
    "plt.grid(alpha=0.3)#设置透明度(虚线对应\n",
    "plt.legend(loc='upper left')#设置图例位置\n",
    "plt.show()\n"
   ],
   "id": "2730c704a8ebc646",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 3.散点图",
   "id": "80e8323ffaa5d328"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:03:40.299635Z",
     "start_time": "2025-01-06T13:03:40.213354Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "plt.figure(figsize=(10,5),dpi=80) #设置画布大小 \n",
    "plt.scatter(x,y,color='blue',label='三月份')\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\C',size=10)#设置字体\n",
    "x_lable=['3月{}日'.format(i) for i in x]\n",
    "plt.xticks(x[::3],x_lable[::3],rotation=45,fontproperties=my_font)\n",
    "plt.yticks(range(0,28,4),fontproperties=my_font)\n",
    "plt.xlabel('日期',fontproperties=my_font,rotation=45)\n",
    "plt.ylabel('温度',fontproperties=my_font)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.show()"
   ],
   "id": "a02f91b782fe8b5f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 35
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 4.条形图",
   "id": "b23bb30e8fa70a50"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:12:14.626820Z",
     "start_time": "2025-01-06T13:12:14.527844Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_font =  font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)#设置画布大小 \n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color=('blue','red','green','yellow','purple','orange'))# 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形的高度\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,'%.2f'%height,ha='center',va='bottom',fontproperties=my_font) # 设置条形的数值\n",
    "\n",
    "plt.show()"
   ],
   "id": "e8fc9e7c5cf98aa0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 40
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 5.饼图",
   "id": "d92453701b5fd99b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:13:40.550049Z",
     "start_time": "2025-01-06T13:13:40.424399Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# plt.pie(size, labels=label_list, colors=color, explode=explode, autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.5)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "765520cfd2305e47",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 41
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 6.直方图",
   "id": "c866a28db0ed2e44"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:15:51.490830Z",
     "start_time": "2025-01-06T13:15:51.205202Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))#按1分钟为单位显示\n",
    "plt.title(\"电影时长分布直方图\",fontproperties=my_font)\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "8bce606ffc4e7370",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 42
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
